{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [],
   "source": [
    "# Uncomment and run this cell if you're running in Google Colab.\n",
    "# !pip install splink"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/moj-analytical-services/splink/blob/master/docs/demos/examples/duckdb_no_test/business_rates_match.ipynb\">\n",
    "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
    "</a> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matching businesses\n",
    "\n",
    "In this example we attempt to match open business rates data from Stockport ([source](https://www.data.gov.uk/dataset/f027145b-b55f-4602-b889-b28a8ca04462/stockport-council-business-rates)) with Companies House data ([source](https://download.companieshouse.gov.uk/en_output.html)).\n",
    "\n",
    "This is quite a challenging scenario because the data is not initially well suited for Splink.\n",
    "\n",
    "First, there are only three columns to match on:\n",
    "\n",
    "- The business name\n",
    "- The address\n",
    "- The business postcode\n",
    "\n",
    "Second, the data itself is quite different to many other applications: the business name is an ordered 'bag of words'.\n",
    "\n",
    "We will therefore need to use a few preprocessing tricks to build a successful matching model/\n",
    "\n",
    "Let's start by taking a look at the data. To make the size of these files manageable, I have [selected only](https://github.com/RobinL/company_matching_example/blob/main/business_rates_gen_data.py) rows from the companies house data where `substr(postcode, 1,4)` matches at least one postcode in the Stockport data, resulting in:\n",
    "\n",
    "- Companies house data is around 1 million records\n",
    "- Stockport data has 4,540 records\n",
    "\n",
    "In this example, to make it easy to understand, I break the calculation into multiple steps.  Many calculations can be combined into single steps - you can see a more condensed version [here](https://github.com/RobinL/company_matching_example/blob/main/business_rates_working_example.py).\n",
    "\n",
    "First, let's take a look at the data:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌──────────────────────────────┬────────────────┬─────────────────────────────────────────┬──────────┐\n",
      "│         company_name         │ company_number │             address_concat              │ postcode │\n",
      "│           varchar            │    varchar     │                 varchar                 │ varchar  │\n",
      "├──────────────────────────────┼────────────────┼─────────────────────────────────────────┼──────────┤\n",
      "│ ! LTD                        │ 08209948       │ 9 PRINCES SQUARE                        │ HG1 1ND  │\n",
      "│ !BIG IMPACT GRAPHICS LIMITED │ 11743365       │ 372 OLD STREET 335 ROSDEN HOUSE         │ EC1V 9LT │\n",
      "│ !NFOGENIE LTD                │ 13522064       │ 71-75 SHELTON STREET                    │ WC2H 9JQ │\n",
      "│       ·                      │    ·           │       ·                                 │    ·     │\n",
      "│       ·                      │    ·           │       ·                                 │    ·     │\n",
      "│       ·                      │    ·           │       ·                                 │    ·     │\n",
      "│ 4TECH MOTO LIMITED           │ 05583123       │ 1 BOND STREET                           │ BB8 9DG  │\n",
      "│ 4TECH SOFTWARE LIMITED       │ 07415956       │ ELEVEN BRINDLEYPLACE 2 BRUNSWICK SQUARE │ B1 2LP   │\n",
      "├──────────────────────────────┴────────────────┴─────────────────────────────────────────┴──────────┤\n",
      "│ ? rows (>9999 rows, 5 shown)                                                             4 columns │\n",
      "└────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n",
      "┌─────────────────────────────────────┬────────────────┬──────────────────────────────────────────────────────────────────────────┬──────────┐\n",
      "│            company_name             │ company_number │                              address_concat                              │ postcode │\n",
      "│               varchar               │    varchar     │                                 varchar                                  │ varchar  │\n",
      "├─────────────────────────────────────┼────────────────┼──────────────────────────────────────────────────────────────────────────┼──────────┤\n",
      "│ 08 UK LTD                           │ NULL           │ 15 MADOC STREET LLANDUDNO CONWY WALES                                    │ LL30 2TL │\n",
      "│ 1 GR LTD                            │ NULL           │ 296-296A GORTON ROAD REDDISH STOCKPORT                                   │ SK5 6RN  │\n",
      "│ 101 CANVAS PRINTS LTD               │ NULL           │ SUITE 44 4TH FLOOR HOULDSWORTH MILL HOULDSWORTH STREET REDDISH STOCKPORT │ SK5 6DA  │\n",
      "│           ·                         │  ·             │                           ·                                              │    ·     │\n",
      "│           ·                         │  ·             │                           ·                                              │    ·     │\n",
      "│           ·                         │  ·             │                           ·                                              │    ·     │\n",
      "│ ZYGOCITY LTD T/A CRAFTSTAR STENCILS │ NULL           │ UNIT 46 GOYT MILL UPPER HIBBERT LANE MARPLE STOCKPORT                    │ SK6 7HX  │\n",
      "│ ZYNC GROUP LTD IN LIQUIDATION       │ NULL           │ C/O COWGILLS LIMITED FOURTH FLOOR UNIT 5B THE PARKLANDS BOLTON           │ BL6 4SD  │\n",
      "├─────────────────────────────────────┴────────────────┴──────────────────────────────────────────────────────────────────────────┴──────────┤\n",
      "│ 4540 rows (5 shown)                                                                                                              4 columns │\n",
      "└────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import duckdb\n",
    "import altair as alt\n",
    "\n",
    "df_companies_house = duckdb.read_parquet(\"https://github.com/RobinL/company_matching_example/raw/refs/heads/main/companies_house.parquet\")\n",
    "df_companies_house.sort(\"company_name\").show(max_rows=5)\n",
    "\n",
    "df_stockport_business_rates = duckdb.read_parquet(\"https://github.com/RobinL/company_matching_example/raw/refs/heads/main/stockport_business_rates.parquet\")\n",
    "df_stockport_business_rates.sort(\"company_name\").show(max_rows=5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature engineering \n",
    "\n",
    "We will do some feature engineering to make this data more amenable to matching:\n",
    "\n",
    "- To match companies, we will tokenise the company name and compute the term frequencies of each token.  This will allow us to more accurately quantify how closely two business names match\n",
    "- We will also pick out a subset of tokens to give us access to new blocking strategies\n",
    "- To match addresses, we will use the first number in the address and the postcode only.  This is simplistic - for a more advanced approach to address matching in Splink see [here](https://github.com/RobinL/uk_address_matcher/) \n",
    "\n",
    "We'll perform this featuring on both datasets simultaneously to ensure the token frequencies are representative of all the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9483697ee92b44b6a78cedc0226ace52",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌───────────┬──────────────────────────────┬────────────────┬──────────────────────────────────────────────────────────────────────────┬──────────┬─────────────────┐\n",
      "│ unique_id │         company_name         │ company_number │                              address_concat                              │ postcode │ source_dataset  │\n",
      "│   int64   │           varchar            │    varchar     │                                 varchar                                  │ varchar  │     varchar     │\n",
      "├───────────┼──────────────────────────────┼────────────────┼──────────────────────────────────────────────────────────────────────────┼──────────┼─────────────────┤\n",
      "│         1 │ 08 UK LTD                    │ NULL           │ 15 MADOC STREET LLANDUDNO CONWY WALES                                    │ LL30 2TL │ stockport       │\n",
      "│         2 │ 1 GR LTD                     │ NULL           │ 296-296A GORTON ROAD REDDISH STOCKPORT                                   │ SK5 6RN  │ stockport       │\n",
      "│         3 │ 101 CANVAS PRINTS LTD        │ NULL           │ SUITE 44 4TH FLOOR HOULDSWORTH MILL HOULDSWORTH STREET REDDISH STOCKPORT │ SK5 6DA  │ stockport       │\n",
      "│         4 │ 121 DIRECT MAIL LTD          │ NULL           │ UNIT 18 CHARTER HOUSE LATHAM CLOSE BREDBURY STOCKPORT                    │ SK6 2SD  │ stockport       │\n",
      "│         5 │ 121 PERSONAL TRAINING LTD    │ NULL           │ 198 WILMSLOW ROAD HEALD GREEN STOCKPORT                                  │ SK8 3BH  │ stockport       │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │\n",
      "│      9996 │ AL-MAALIK LOCUM SERVICES LTD │ 14351700       │ 239 MOSELEY ROAD LEVENSHULME                                             │ M19 2LJ  │ z_all_companies │\n",
      "│      9997 │ AL-MAALIK PHARMACIES LTD     │ 14421852       │ 239 MOSELEY ROAD LEVENSHULME                                             │ M19 2LJ  │ z_all_companies │\n",
      "│      9998 │ AL-MAALIK PROPERTIES LTD     │ 14412454       │ 1041 STOCKPORT ROAD                                                      │ M19 2TF  │ z_all_companies │\n",
      "│      9999 │ AL-MADAD OUTREACH LTD        │ 14827390       │ 124-128 CITY ROAD                                                        │ EC1V 2NX │ z_all_companies │\n",
      "│     10000 │ AL-MADANI LTD                │ 14415359       │ 71-75 SHELTON STREET COVENT GARDEN                                       │ WC2H 9JQ │ z_all_companies │\n",
      "├───────────┴──────────────────────────────┴────────────────┴──────────────────────────────────────────────────────────────────────────┴──────────┴─────────────────┤\n",
      "│ ? rows (>9999 rows, 10 shown)                                                                                                                           6 columns │\n",
      "└───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Start by creating a table with the data vertically concatenated\n",
    "sql = \"\"\"\n",
    "create or replace table all_input_data as\n",
    "with concat_data as (\n",
    "    select *, 'stockport' as source_dataset\n",
    "\n",
    "from df_stockport_business_rates\n",
    "union all\n",
    "select *, 'z_all_companies' as source_dataset\n",
    "from df_companies_house\n",
    ")\n",
    "select ROW_NUMBER() OVER () as unique_id, *\n",
    "from concat_data\n",
    "\"\"\"\n",
    "\n",
    "duckdb.execute(sql)\n",
    "\n",
    "duckdb.table(\"all_input_data\").show(max_rows=10, max_width=100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌───────────┬────────────┬────────────────────────┐\n",
      "│ unique_id │ name_token │ token_position_in_name │\n",
      "│   int64   │  varchar   │         int64          │\n",
      "├───────────┼────────────┼────────────────────────┤\n",
      "│         1 │ 08         │                      1 │\n",
      "│         1 │ UK         │                      2 │\n",
      "│         1 │ LTD        │                      3 │\n",
      "│         2 │ 1          │                      1 │\n",
      "│         2 │ GR         │                      2 │\n",
      "│         · │ ·          │                      · │\n",
      "│         · │ ·          │                      · │\n",
      "│         · │ ·          │                      · │\n",
      "│      2619 │ MEDATECH   │                      1 │\n",
      "│      2619 │ UK         │                      2 │\n",
      "│      2619 │ LTD        │                      3 │\n",
      "│      2620 │ MEDIA      │                      1 │\n",
      "│      2620 │ +          │                      2 │\n",
      "├───────────┴────────────┴────────────────────────┤\n",
      "│ ? rows (>9999 rows, 10 shown)         3 columns │\n",
      "└─────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Tokenize company names, and explode tokens across rows\n",
    "# The tokenisation approach here is simplistic, more advanced strategies could be used\n",
    "# in a more fully-fledged application\n",
    "\n",
    "\n",
    "sql = \"\"\"\n",
    "CREATE OR REPLACE TABLE unnested AS\n",
    "SELECT\n",
    "    unique_id,\n",
    "    unnest(regexp_split_to_array(upper(trim(company_name)), '\\\\s+')) as name_token,\n",
    "    generate_subscripts(regexp_split_to_array(upper(trim(company_name)), '\\\\s+'), 1) as token_position_in_name\n",
    "FROM all_input_data\n",
    "\"\"\"\n",
    "\n",
    "unnested = duckdb.execute(sql)\n",
    "duckdb.table(\"unnested\").show(max_rows=10, max_width=100000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌────────────┬───────────────┐\n",
      "│   token    │   rel_freq    │\n",
      "│  varchar   │     float     │\n",
      "├────────────┼───────────────┤\n",
      "│ LTD        │    0.14284134 │\n",
      "│ LIMITED    │    0.13450336 │\n",
      "│ SERVICES   │   0.012372046 │\n",
      "│ &          │    0.01089211 │\n",
      "│ MANAGEMENT │  0.0076835644 │\n",
      "│   ·        │        ·      │\n",
      "│   ·        │        ·      │\n",
      "│   ·        │        ·      │\n",
      "│ MENDIP     │ 6.0517837e-06 │\n",
      "│ MVP        │ 6.0517837e-06 │\n",
      "│ FINGERS    │ 6.0517837e-06 │\n",
      "│ GRADUATE   │ 6.0517837e-06 │\n",
      "│ REACT      │ 6.0517837e-06 │\n",
      "├────────────┴───────────────┤\n",
      "│ ? rows           2 columns │\n",
      "└────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Compute token relative frequencies\n",
    "sql = \"\"\"\n",
    "CREATE OR REPLACE TABLE token_frequencies AS\n",
    "SELECT\n",
    "    name_token as token,\n",
    "    count(*)::float/(select count(*) from unnested) as rel_freq\n",
    "FROM unnested\n",
    "GROUP BY token\n",
    "ORDER BY rel_freq DESC\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "# Execute and show results\n",
    "token_frequencies = duckdb.execute(sql)\n",
    "duckdb.table(\"token_frequencies\").show(max_rows=10, max_width=100000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌───────────┬──────────────────────┬────────────────┬──────────────────────┬──────────┬─────────────────┬──────────────────────────────────────────────────────────────────────────────────────────────┐\n",
      "│ unique_id │     company_name     │ company_number │    address_concat    │ postcode │ source_dataset  │                                    name_tokens_with_freq                                     │\n",
      "│   int64   │       varchar        │    varchar     │       varchar        │ varchar  │     varchar     │                           struct(token varchar, rel_freq float)[]                            │\n",
      "├───────────┼──────────────────────┼────────────────┼──────────────────────┼──────────┼─────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────┤\n",
      "│         1 │ 08 UK LTD            │ NULL           │ 15 MADOC STREET LL…  │ LL30 2TL │ stockport       │ [{'token': 08, 'rel_freq': 2.2006486e-06}, {'token': UK, 'rel_freq': 0.0059337737}, {'toke…  │\n",
      "│         2 │ 1 GR LTD             │ NULL           │ 296-296A GORTON RO…  │ SK5 6RN  │ stockport       │ [{'token': 1, 'rel_freq': 0.000688803}, {'token': GR, 'rel_freq': 2.3656972e-05}, {'token'…  │\n",
      "│         3 │ 101 CANVAS PRINTS …  │ NULL           │ SUITE 44 4TH FLOOR…  │ SK5 6DA  │ stockport       │ [{'token': 101, 'rel_freq': 3.1909403e-05}, {'token': CANVAS, 'rel_freq': 2.2006485e-05}, …  │\n",
      "│         4 │ 121 DIRECT MAIL LTD  │ NULL           │ UNIT 18 CHARTER HO…  │ SK6 2SD  │ stockport       │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': DIRECT, 'rel_freq': 0.00050367345}, …  │\n",
      "│         5 │ 121 PERSONAL TRAIN…  │ NULL           │ 198 WILMSLOW ROAD …  │ SK8 3BH  │ stockport       │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': PERSONAL, 'rel_freq': 8.8851186e-05}…  │\n",
      "│         · │          ·           │  ·             │          ·           │    ·     │     ·           │                                              ·                                               │\n",
      "│         · │          ·           │  ·             │          ·           │    ·     │     ·           │                                              ·                                               │\n",
      "│         · │          ·           │  ·             │          ·           │    ·     │     ·           │                                              ·                                               │\n",
      "│      9996 │ AL-MAALIK LOCUM SE…  │ 14351700       │ 239 MOSELEY ROAD L…  │ M19 2LJ  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': LOCUM, 'rel_freq': 6.6844696e-0…  │\n",
      "│      9997 │ AL-MAALIK PHARMACI…  │ 14421852       │ 239 MOSELEY ROAD L…  │ M19 2LJ  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PHARMACIES, 'rel_freq': 4.67637…  │\n",
      "│      9998 │ AL-MAALIK PROPERTI…  │ 14412454       │ 1041 STOCKPORT ROAD  │ M19 2TF  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PROPERTIES, 'rel_freq': 0.00506…  │\n",
      "│      9999 │ AL-MADAD OUTREACH …  │ 14827390       │ 124-128 CITY ROAD    │ EC1V 2NX │ z_all_companies │ [{'token': AL-MADAD, 'rel_freq': 2.7508108e-07}, {'token': OUTREACH, 'rel_freq': 1.9530757…  │\n",
      "│     10000 │ AL-MADANI LTD        │ 14415359       │ 71-75 SHELTON STRE…  │ WC2H 9JQ │ z_all_companies │ [{'token': AL-MADANI, 'rel_freq': 2.7508108e-07}, {'token': LTD, 'rel_freq': 0.14284134}]    │\n",
      "├───────────┴──────────────────────┴────────────────┴──────────────────────┴──────────┴─────────────────┴──────────────────────────────────────────────────────────────────────────────────────────────┤\n",
      "│ ? rows (>9999 rows, 10 shown)                                                                                                                                                              7 columns │\n",
      "└──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Reconstruct the company name as a list of tokens with their relative frequency\n",
    "# This creates a new column called name_tokens_with_freq\n",
    "# Example: 101 CANVAS PRINTS LTD  becomes\n",
    "# [\n",
    "#  {'token': 101, 'rel_freq': 3.19e-05},\n",
    "#  {'token': CANVAS, 'rel_freq': 2.20e-05},\n",
    "#  {'token': PRINTS, 'rel_freq': 3.16e-05},\n",
    "#  {'token': LTD, 'rel_freq': 0.142}\n",
    "# ]\n",
    "sql = \"\"\"\n",
    "CREATE OR REPLACE TABLE input_data_with_tokens AS\n",
    "WITH\n",
    "tokens_with_freq AS (\n",
    "    SELECT\n",
    "        m.unique_id,\n",
    "        -- Create a list of structs containing each token and its frequency\n",
    "        list_transform(\n",
    "            list_zip(\n",
    "                array_agg(u.name_token ORDER BY u.token_position_in_name),\n",
    "                array_agg(COALESCE(tf.rel_freq, 0.0) ORDER BY u.token_position_in_name)\n",
    "            ),\n",
    "            x -> struct_pack(token := x[1], rel_freq := x[2])\n",
    "        ) as name_tokens_with_freq\n",
    "    FROM all_input_data m\n",
    "    JOIN unnested u ON m.unique_id = u.unique_id\n",
    "    LEFT JOIN token_frequencies tf ON u.name_token = tf.token\n",
    "    GROUP BY m.unique_id\n",
    ")\n",
    "SELECT\n",
    "    m.*,\n",
    "    t.name_tokens_with_freq\n",
    "FROM all_input_data m\n",
    "LEFT JOIN tokens_with_freq t ON m.unique_id = t.unique_id\n",
    "order by m.unique_id\n",
    "\"\"\"\n",
    "\n",
    "# Execute and show results\n",
    "duckdb.execute(sql)\n",
    "duckdb.table(\"input_data_with_tokens\").show(max_rows=10, max_width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌───────────┬──────────────────────────────┬────────────────┬──────────────────────────────────────────────────────────────────────────┬──────────┬─────────────────┬─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┬─────────────────────────┐\n",
      "│ unique_id │         company_name         │ company_number │                              address_concat                              │ postcode │ source_dataset  │                                                                                name_tokens_with_freq                                                                                │      rarest_tokens      │\n",
      "│   int64   │           varchar            │    varchar     │                                 varchar                                  │ varchar  │     varchar     │                                                                       struct(token varchar, rel_freq float)[]                                                                       │        varchar[]        │\n",
      "├───────────┼──────────────────────────────┼────────────────┼──────────────────────────────────────────────────────────────────────────┼──────────┼─────────────────┼─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┼─────────────────────────┤\n",
      "│         1 │ 08 UK LTD                    │ NULL           │ 15 MADOC STREET LLANDUDNO CONWY WALES                                    │ LL30 2TL │ stockport       │ [{'token': 08, 'rel_freq': 2.2006486e-06}, {'token': UK, 'rel_freq': 0.0059337737}, {'token': LTD, 'rel_freq': 0.14284134}]                                                         │ [08, UK]                │\n",
      "│         2 │ 1 GR LTD                     │ NULL           │ 296-296A GORTON ROAD REDDISH STOCKPORT                                   │ SK5 6RN  │ stockport       │ [{'token': 1, 'rel_freq': 0.000688803}, {'token': GR, 'rel_freq': 2.3656972e-05}, {'token': LTD, 'rel_freq': 0.14284134}]                                                           │ [GR, 1]                 │\n",
      "│         3 │ 101 CANVAS PRINTS LTD        │ NULL           │ SUITE 44 4TH FLOOR HOULDSWORTH MILL HOULDSWORTH STREET REDDISH STOCKPORT │ SK5 6DA  │ stockport       │ [{'token': 101, 'rel_freq': 3.1909403e-05}, {'token': CANVAS, 'rel_freq': 2.2006485e-05}, {'token': PRINTS, 'rel_freq': 3.163432e-05}, {'token': LTD, 'rel_freq': 0.14284134}]      │ [CANVAS, PRINTS]        │\n",
      "│         4 │ 121 DIRECT MAIL LTD          │ NULL           │ UNIT 18 CHARTER HOUSE LATHAM CLOSE BREDBURY STOCKPORT                    │ SK6 2SD  │ stockport       │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': DIRECT, 'rel_freq': 0.00050367345}, {'token': MAIL, 'rel_freq': 1.5679621e-05}, {'token': LTD, 'rel_freq': 0.14284134}]       │ [MAIL, 121]             │\n",
      "│         5 │ 121 PERSONAL TRAINING LTD    │ NULL           │ 198 WILMSLOW ROAD HEALD GREEN STOCKPORT                                  │ SK8 3BH  │ stockport       │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': PERSONAL, 'rel_freq': 8.8851186e-05}, {'token': TRAINING, 'rel_freq': 0.00092289696}, {'token': LTD, 'rel_freq': 0.14284134}] │ [121, PERSONAL]         │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │                                                                                          ·                                                                                          │        ·                │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │                                                                                          ·                                                                                          │        ·                │\n",
      "│         · │             ·                │  ·             │              ·                                                           │    ·     │     ·           │                                                                                          ·                                                                                          │        ·                │\n",
      "│      9996 │ AL-MAALIK LOCUM SERVICES LTD │ 14351700       │ 239 MOSELEY ROAD LEVENSHULME                                             │ M19 2LJ  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': LOCUM, 'rel_freq': 6.6844696e-05}, {'token': SERVICES, 'rel_freq': 0.012372046}, {'token': LTD, 'rel_freq': 0.14284134}] │ [AL-MAALIK, LOCUM]      │\n",
      "│      9997 │ AL-MAALIK PHARMACIES LTD     │ 14421852       │ 239 MOSELEY ROAD LEVENSHULME                                             │ M19 2LJ  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PHARMACIES, 'rel_freq': 4.676378e-06}, {'token': LTD, 'rel_freq': 0.14284134}]                                           │ [AL-MAALIK, PHARMACIES] │\n",
      "│      9998 │ AL-MAALIK PROPERTIES LTD     │ 14412454       │ 1041 STOCKPORT ROAD                                                      │ M19 2TF  │ z_all_companies │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PROPERTIES, 'rel_freq': 0.005062042}, {'token': LTD, 'rel_freq': 0.14284134}]                                            │ [AL-MAALIK, PROPERTIES] │\n",
      "│      9999 │ AL-MADAD OUTREACH LTD        │ 14827390       │ 124-128 CITY ROAD                                                        │ EC1V 2NX │ z_all_companies │ [{'token': AL-MADAD, 'rel_freq': 2.7508108e-07}, {'token': OUTREACH, 'rel_freq': 1.9530757e-05}, {'token': LTD, 'rel_freq': 0.14284134}]                                            │ [AL-MADAD, OUTREACH]    │\n",
      "│     10000 │ AL-MADANI LTD                │ 14415359       │ 71-75 SHELTON STREET COVENT GARDEN                                       │ WC2H 9JQ │ z_all_companies │ [{'token': AL-MADANI, 'rel_freq': 2.7508108e-07}, {'token': LTD, 'rel_freq': 0.14284134}]                                                                                           │ [AL-MADANI]             │\n",
      "├───────────┴──────────────────────────────┴────────────────┴──────────────────────────────────────────────────────────────────────────┴──────────┴─────────────────┴─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┴─────────────────────────┤\n",
      "│ ? rows (>9999 rows, 10 shown)                                                                                                                                                                                                                                                                                                                                           8 columns │\n",
      "└───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Derive rarest tokens - these will be used for blocking\n",
    "# This would be simpler if Duckdb list sort supported a lambda function\n",
    "# but it doesn't, so we have to unnest the list and sort manually\n",
    "# https://duckdb.org/docs/sql/functions/list.html#sorting-lists\n",
    "sql = \"\"\"\n",
    "with\n",
    "tokens_unnested as (\n",
    "    SELECT\n",
    "        unique_id,\n",
    "        unnest(name_tokens_with_freq) as token_info\n",
    "    FROM input_data_with_tokens\n",
    "),\n",
    "rare_tokens as (\n",
    "    SELECT\n",
    "        unique_id,\n",
    "        array_agg(token_info.token ORDER BY token_info.rel_freq ASC)[:2] as rarest_tokens\n",
    "    FROM tokens_unnested\n",
    "    WHERE token_info.rel_freq < 0.01\n",
    "    GROUP BY unique_id\n",
    ")\n",
    "select m.*, rarest_tokens\n",
    "from input_data_with_tokens as m\n",
    "left join rare_tokens on m.unique_id = rare_tokens.unique_id\n",
    "order by m.unique_id\n",
    "\"\"\"\n",
    "input_data_with_tokens_and_rarest_tokens = duckdb.sql(sql)\n",
    "input_data_with_tokens_and_rarest_tokens.show(max_rows=10, max_width=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌───────────┬─────────────────┬──────────────────────────────┬────────────────┬──────────────────────┬──────────┬─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┬─────────────────────────┐\n",
      "│ unique_id │ source_dataset  │         company_name         │ company_number │ first_num_in_address │ postcode │                                                                                name_tokens_with_freq                                                                                │      rarest_tokens      │\n",
      "│   int64   │     varchar     │           varchar            │    varchar     │       varchar        │ varchar  │                                                                       struct(token varchar, rel_freq float)[]                                                                       │        varchar[]        │\n",
      "├───────────┼─────────────────┼──────────────────────────────┼────────────────┼──────────────────────┼──────────┼─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┼─────────────────────────┤\n",
      "│         1 │ stockport       │ 08 UK LTD                    │ NULL           │ 15                   │ LL30 2TL │ [{'token': 08, 'rel_freq': 2.2006486e-06}, {'token': UK, 'rel_freq': 0.0059337737}, {'token': LTD, 'rel_freq': 0.14284134}]                                                         │ [08, UK]                │\n",
      "│         2 │ stockport       │ 1 GR LTD                     │ NULL           │ 296                  │ SK5 6RN  │ [{'token': 1, 'rel_freq': 0.000688803}, {'token': GR, 'rel_freq': 2.3656972e-05}, {'token': LTD, 'rel_freq': 0.14284134}]                                                           │ [GR, 1]                 │\n",
      "│         3 │ stockport       │ 101 CANVAS PRINTS LTD        │ NULL           │ 44                   │ SK5 6DA  │ [{'token': 101, 'rel_freq': 3.1909403e-05}, {'token': CANVAS, 'rel_freq': 2.2006485e-05}, {'token': PRINTS, 'rel_freq': 3.163432e-05}, {'token': LTD, 'rel_freq': 0.14284134}]      │ [CANVAS, PRINTS]        │\n",
      "│         4 │ stockport       │ 121 DIRECT MAIL LTD          │ NULL           │ 18                   │ SK6 2SD  │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': DIRECT, 'rel_freq': 0.00050367345}, {'token': MAIL, 'rel_freq': 1.5679621e-05}, {'token': LTD, 'rel_freq': 0.14284134}]       │ [MAIL, 121]             │\n",
      "│         5 │ stockport       │ 121 PERSONAL TRAINING LTD    │ NULL           │ 198                  │ SK8 3BH  │ [{'token': 121, 'rel_freq': 1.7055027e-05}, {'token': PERSONAL, 'rel_freq': 8.8851186e-05}, {'token': TRAINING, 'rel_freq': 0.00092289696}, {'token': LTD, 'rel_freq': 0.14284134}] │ [121, PERSONAL]         │\n",
      "│         · │     ·           │             ·                │  ·             │  ·                   │    ·     │                                                                                          ·                                                                                          │        ·                │\n",
      "│         · │     ·           │             ·                │  ·             │  ·                   │    ·     │                                                                                          ·                                                                                          │        ·                │\n",
      "│         · │     ·           │             ·                │  ·             │  ·                   │    ·     │                                                                                          ·                                                                                          │        ·                │\n",
      "│      9996 │ z_all_companies │ AL-MAALIK LOCUM SERVICES LTD │ 14351700       │ 239                  │ M19 2LJ  │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': LOCUM, 'rel_freq': 6.6844696e-05}, {'token': SERVICES, 'rel_freq': 0.012372046}, {'token': LTD, 'rel_freq': 0.14284134}] │ [AL-MAALIK, LOCUM]      │\n",
      "│      9997 │ z_all_companies │ AL-MAALIK PHARMACIES LTD     │ 14421852       │ 239                  │ M19 2LJ  │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PHARMACIES, 'rel_freq': 4.676378e-06}, {'token': LTD, 'rel_freq': 0.14284134}]                                           │ [AL-MAALIK, PHARMACIES] │\n",
      "│      9998 │ z_all_companies │ AL-MAALIK PROPERTIES LTD     │ 14412454       │ 1041                 │ M19 2TF  │ [{'token': AL-MAALIK, 'rel_freq': 8.252432e-07}, {'token': PROPERTIES, 'rel_freq': 0.005062042}, {'token': LTD, 'rel_freq': 0.14284134}]                                            │ [AL-MAALIK, PROPERTIES] │\n",
      "│      9999 │ z_all_companies │ AL-MADAD OUTREACH LTD        │ 14827390       │ 124                  │ EC1V 2NX │ [{'token': AL-MADAD, 'rel_freq': 2.7508108e-07}, {'token': OUTREACH, 'rel_freq': 1.9530757e-05}, {'token': LTD, 'rel_freq': 0.14284134}]                                            │ [AL-MADAD, OUTREACH]    │\n",
      "│     10000 │ z_all_companies │ AL-MADANI LTD                │ 14415359       │ 71                   │ WC2H 9JQ │ [{'token': AL-MADANI, 'rel_freq': 2.7508108e-07}, {'token': LTD, 'rel_freq': 0.14284134}]                                                                                           │ [AL-MADANI]             │\n",
      "├───────────┴─────────────────┴──────────────────────────────┴────────────────┴──────────────────────┴──────────┴─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┴─────────────────────────┤\n",
      "│ ? rows (>9999 rows, 10 shown)                                                                                                                                                                                                                                                                                       8 columns │\n",
      "└───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Finally we're going to extract the 'house number' from the address, which, combined with the postcode will be used for matching\n",
    "\n",
    "sql = \"\"\"\n",
    "CREATE OR REPLACE TABLE data_for_matching AS\n",
    "select\n",
    "    unique_id,\n",
    "    source_dataset,\n",
    "    company_name,\n",
    "    company_number,\n",
    "    COALESCE(\n",
    "        REGEXP_EXTRACT(address_concat, '(\\\\d+[A-Z]?)'),\n",
    "        REGEXP_EXTRACT(address_concat, '(\\\\S+)(?=\\\\s+HOUSE)')\n",
    "    ) AS first_num_in_address,\n",
    "    postcode,\n",
    "    name_tokens_with_freq,\n",
    "    rarest_tokens\n",
    "from input_data_with_tokens_and_rarest_tokens\n",
    "\n",
    "\"\"\"\n",
    "duckdb.execute(sql)\n",
    "duckdb.table(\"data_for_matching\").show(max_rows=10, max_width=400)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Splink model\n",
    "\n",
    "We've now prepared our data for matching.  We'll use a fairly straightforward matching model with one innovation: we need to define a comparison that is able to exploit the information in `name_tokens_with_freq`  effectively.\n",
    "\n",
    "The approach we're going to take is to define similarity as the number of tokens in common between two business names, adjusting for term frequency.  This can be computed by multiplying together the token frequencies of the matching tokens.\n",
    "\n",
    "We will create a comparison level for different thresholds of this value.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_tf_product_array_sql(token_rel_freq_array_name):\n",
    "\n",
    "    return f\"\"\"\n",
    "    list_intersect({token_rel_freq_array_name}_l, {token_rel_freq_array_name}_r)\n",
    "        .list_transform(x -> x.rel_freq::float)\n",
    "        .list_concat([1.0::FLOAT]) -- in case there are no matches\n",
    "        .list_reduce((p, q) -> p * q)\n",
    "    \"\"\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prepare our two input datasets\n",
    "\n",
    "df_stockport = duckdb.sql(\n",
    "    \"select * from data_for_matching where source_dataset = 'stockport'\"\n",
    ")\n",
    "\n",
    "df_all_companies = duckdb.sql(\n",
    "    \"select * from data_for_matching where source_dataset = 'z_all_companies'\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from splink import DuckDBAPI, Linker, SettingsCreator, block_on\n",
    "import splink.comparison_library as cl\n",
    "con = duckdb.connect(\":default:\")\n",
    "db_api = DuckDBAPI(connection=con)\n",
    "\n",
    "\n",
    "settings = SettingsCreator(\n",
    "    link_type=\"link_only\",\n",
    "    unique_id_column_name=\"unique_id\",\n",
    "    probability_two_random_records_match=1/1e6,\n",
    "    comparisons=[\n",
    "        {\n",
    "            \"output_column_name\": \"name_tokens_with_freq\",\n",
    "            \"comparison_levels\": [\n",
    "                {\n",
    "                    \"sql_condition\": '\"name_tokens_with_freq_l\" IS NULL OR \"name_tokens_with_freq_r\" IS NULL',\n",
    "                    \"label_for_charts\": \"name_tokens_with_freq is NULL\",\n",
    "                    \"is_null_level\": True,\n",
    "                },\n",
    "                {\n",
    "                    \"sql_condition\": f\"\"\"\n",
    "                    {calculate_tf_product_array_sql(\"name_tokens_with_freq\")} < 1e-12\n",
    "                    \"\"\",\n",
    "                    \"label_for_charts\": \"Array product is less than 1e-10\",\n",
    "                },\n",
    "                {\n",
    "                    \"sql_condition\": f\"\"\"\n",
    "                    {calculate_tf_product_array_sql(\"name_tokens_with_freq\")} < 1e-10\n",
    "                    \"\"\",\n",
    "                    \"label_for_charts\": \"Array product is less than 1e-10\",\n",
    "                },\n",
    "                {\n",
    "                    \"sql_condition\": f\"\"\"\n",
    "                    {calculate_tf_product_array_sql(\"name_tokens_with_freq\")} < 1e-8\n",
    "                    \"\"\",\n",
    "                    \"label_for_charts\": \"Array product is less than 1e-8\",\n",
    "                },\n",
    "                {\n",
    "                    \"sql_condition\": f\"\"\"\n",
    "                    {calculate_tf_product_array_sql(\"name_tokens_with_freq\")} < 1e-6\n",
    "                    \"\"\",\n",
    "                    \"label_for_charts\": \"Array product is less than 1e-6\",\n",
    "                },\n",
    "                {\n",
    "                    \"sql_condition\": f\"\"\"\n",
    "                    {calculate_tf_product_array_sql(\"name_tokens_with_freq\")} < 1e-4\n",
    "                    \"\"\",\n",
    "                    \"label_for_charts\": \"Array product is less than 1e-4\",\n",
    "                },\n",
    "                {\"sql_condition\": \"ELSE\", \"label_for_charts\": \"All other comparisons\"},\n",
    "            ],\n",
    "            \"comparison_description\": \"ExactMatch\",\n",
    "        },\n",
    "        cl.PostcodeComparison(\"postcode\"),\n",
    "        cl.ExactMatch(\"first_num_in_address\"),\n",
    "    ],\n",
    "    blocking_rules_to_generate_predictions=[\n",
    "        block_on(\"postcode\"),\n",
    "        block_on(\"rarest_tokens\", \"substr(postcode,1,3)\"),\n",
    "        \"l.rarest_tokens[1] = r.rarest_tokens[2] and substr(l.company_name,1,3) = substr(r.company_name,1,3)\",\n",
    "        \"l.rarest_tokens[2] = r.rarest_tokens[1] and substr(l.company_name,1,3) = substr(r.company_name,1,3)\",\n",
    "        block_on(\"company_name\"),\n",
    "    ],\n",
    "    additional_columns_to_retain=[\"company_name\"],\n",
    "    retain_intermediate_calculation_columns=True,\n",
    "    retain_matching_columns=True,\n",
    ")\n",
    "\n",
    "linker = Linker([df_stockport, df_all_companies], settings, db_api)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "----- Estimating u probabilities using random sampling -----\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6b67721a62af4507980700f5b40c7ad1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Estimated u probabilities using random sampling\n",
      "\n",
      "Your model is not yet fully trained. Missing estimates for:\n",
      "    - name_tokens_with_freq (no m values are trained).\n",
      "    - postcode (no m values are trained).\n",
      "    - first_num_in_address (no m values are trained).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "alt.VConcatChart(...)"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "image/png": {
       "height": 318,
       "width": 692
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Probably not worth training m values given how few columns we have;\n",
    "# by not training them we'll be using the defaults\n",
    "\n",
    "linker.training.estimate_u_using_random_sampling(max_pairs=1e7)\n",
    "linker.visualisations.match_weights_chart()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Blocking time: 0.18 seconds\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f032b19595c04959b6bab3247c831190",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Predict time: 3.65 seconds\n",
      "\n",
      " -- WARNING --\n",
      "You have called predict(), but there are some parameter estimates which have neither been estimated or specified in your settings dictionary.  To produce predictions the following untrained trained parameters will use default values.\n",
      "Comparison: 'name_tokens_with_freq':\n",
      "    m values not fully trained\n",
      "Comparison: 'postcode':\n",
      "    m values not fully trained\n",
      "Comparison: 'first_num_in_address':\n",
      "    m values not fully trained\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────────────────┬─────────────────────┬──────────────────┬──────────────────┬─────────────┬─────────────┬──────────────────────┬──────────────────────┬──────────────────────┬──────────────────────┬───┬──────────────────────┬──────────────────────┬──────────────────────┬──────────────────────┬──────────────────────┬──────────────────────┬──────────────────────┬───────────┬───────┐\n",
      "│    match_weight     │  match_probability  │ source_dataset_l │ source_dataset_r │ unique_id_l │ unique_id_r │ name_tokens_with_f…  │ name_tokens_with_f…  │ gamma_name_tokens_…  │ bf_name_tokens_wit…  │ … │ first_num_in_addre…  │ gamma_first_num_in…  │ bf_first_num_in_ad…  │    company_name_l    │    company_name_r    │   rarest_tokens_l    │   rarest_tokens_r    │ match_key │ rank  │\n",
      "│       double        │       double        │     varchar      │     varchar      │    int64    │    int64    │ struct(token varch…  │ struct(token varch…  │        int32         │        double        │   │       varchar        │        int32         │        double        │       varchar        │       varchar        │      varchar[]       │      varchar[]       │  varchar  │ int64 │\n",
      "├─────────────────────┼─────────────────────┼──────────────────┼──────────────────┼─────────────┼─────────────┼──────────────────────┼──────────────────────┼──────────────────────┼──────────────────────┼───┼──────────────────────┼──────────────────────┼──────────────────────┼──────────────────────┼──────────────────────┼──────────────────────┼──────────────────────┼───────────┼───────┤\n",
      "│  21.416127918577743 │  0.9999996426424596 │ stockport        │ z_all_companies  │          80 │      828925 │ [{'token': ACOUSTI…  │ [{'token': ACOUSTI…  │                    5 │    5881782.930380143 │ … │ 316                  │                    1 │   31.128138879477106 │ ACOUSTIC AND ENGIN…  │ ACOUSTIC AND ENGIN…  │ [ACOUSTIC, CONSULT…  │ [ACOUSTIC, CONSULT…  │ 0         │     1 │\n",
      "│  21.416127918577743 │  0.9999996426424596 │ stockport        │ z_all_companies  │        2323 │      487414 │ [{'token': LA, 're…  │ [{'token': LA, 're…  │                    5 │    5881782.930380143 │ … │ 29                   │                    1 │   31.128138879477106 │ LA BELLE PRESTIGE …  │ LA BELLE PRESTIGE …  │ [BELLE, LA]          │ [BELLE, LA]          │ 0         │     1 │\n",
      "│  21.416127918577743 │  0.9999996426424596 │ stockport        │ z_all_companies  │        1928 │       33589 │ [{'token': HM, 're…  │ [{'token': HM, 're…  │                    5 │    5881782.930380143 │ … │ 27                   │                    1 │   31.128138879477106 │ HM ATKINS CLOTHING…  │ HM ATKINS CLOTHING…  │ [ATKINS, HM]         │ [ATKINS, HM]         │ 0         │     1 │\n",
      "│  21.416127918577743 │  0.9999996426424596 │ stockport        │ z_all_companies  │         643 │      686474 │ [{'token': BURTON,…  │ [{'token': BURTON,…  │                    5 │    5881782.930380143 │ … │                      │                    1 │   31.128138879477106 │ BURTON ROOFING MER…  │ BURTON ROOFING MER…  │ [MERCHANTS, BURTON]  │ [MERCHANTS, BURTON]  │ 0         │     1 │\n",
      "│  21.416127918577743 │  0.9999996426424596 │ stockport        │ z_all_companies  │          58 │      599776 │ [{'token': ABCETA,…  │ [{'token': ABCETA,…  │                    5 │    5881782.930380143 │ … │ 19                   │                    1 │   31.128138879477106 │ ABCETA PLAYTHINGS …  │ ABCETA PLAYTHINGS …  │ [ABCETA, PLAYTHINGS] │ [ABCETA, PLAYTHINGS] │ 0         │     1 │\n",
      "│           ·         │           ·         │     ·            │        ·         │           · │         ·   │          ·           │          ·           │                    · │            ·         │ · │ ·                    │                    · │            ·         │          ·           │          ·           │         ·            │         ·            │ ·         │     · │\n",
      "│           ·         │           ·         │     ·            │        ·         │           · │         ·   │          ·           │          ·           │                    · │            ·         │ · │ ·                    │                    · │            ·         │          ·           │          ·           │         ·            │         ·            │ ·         │     · │\n",
      "│           ·         │           ·         │     ·            │        ·         │           · │         ·   │          ·           │          ·           │                    · │            ·         │ · │ ·                    │                    · │            ·         │          ·           │          ·           │         ·            │         ·            │ ·         │     · │\n",
      "│ -3.4705625254057795 │ 0.08274585730410321 │ stockport        │ z_all_companies  │        3079 │      355661 │ [{'token': PERPETU…  │ [{'token': PERPETU…  │                    5 │    5881782.930380143 │ … │                      │                    0 │  0.05157398705697865 │ PERPETUAL WATCH SE…  │ PERPETUAL WATCH SE…  │ [PERPETUAL, WATCH]   │ [PERPETUAL, WATCH]   │ 4         │     1 │\n",
      "│  -4.644182870808291 │ 0.03845316514889586 │ stockport        │ z_all_companies  │        2140 │      634191 │ [{'token': JAMES, …  │ [{'token': JAMES, …  │                    2 │   270.89098005456975 │ … │ 4                    │                    1 │   31.128138879477106 │ JAMES RETAIL LIMITED │ JAMES RETAIL SOHAM…  │ [JAMES, RETAIL]      │ [SOHAM, JAMES]       │ 2         │     1 │\n",
      "│  -4.644182870808291 │ 0.03845316514889586 │ stockport        │ z_all_companies  │        3986 │     1036621 │ [{'token': TGL, 'r…  │ [{'token': TGL, 'r…  │                    2 │   270.89098005456975 │ … │                      │                    1 │   31.128138879477106 │ TGL SOLUTIONS LTD    │ TGL SOLUTIONS LIMI…  │ [TGL, SOLUTIONS]     │ [TGL, SOLUTIONS]     │ 1         │     1 │\n",
      "│  -4.644182870808291 │ 0.03845316514889586 │ stockport        │ z_all_companies  │        1230 │      617874 │ [{'token': DOM, 'r…  │ [{'token': DOM, 'r…  │                    2 │   270.89098005456975 │ … │ 26                   │                    1 │   31.128138879477106 │ DOM PROPERTIES LTD   │ DOM PROPERTIES LIM…  │ [DOM, PROPERTIES]    │ [DOM, PROPERTIES]    │ 1         │     1 │\n",
      "│  -4.644182870808291 │ 0.03845316514889586 │ stockport        │ z_all_companies  │        3657 │      508179 │ [{'token': SIMULAT…  │ [{'token': SIMULAT…  │                    2 │   270.89098005456975 │ … │ 10                   │                    1 │   31.128138879477106 │ SIMULATION SOLUTIO…  │ SIMULATION SOLUTIO…  │ [SIMULATION, SOLUT…  │ [SIMULATION, SOLUT…  │ 1         │     1 │\n",
      "├─────────────────────┴─────────────────────┴──────────────────┴──────────────────┴─────────────┴─────────────┴──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴───┴──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴──────────────────────┴───────────┴───────┤\n",
      "│ 2757 rows (10 shown)                                                                                                                                                                                                                                                                                                                                                       24 columns (19 shown) │\n",
      "└──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Get some results\n",
    "\n",
    "df_predictions = linker.inference.predict(threshold_match_weight=-5)\n",
    "\n",
    "\n",
    "\n",
    "# Since the companies house data is a canonical list, here we're taking the\n",
    "# best matching company for each Stockport business\n",
    "sql = f\"\"\"\n",
    "WITH ranked_matches AS (\n",
    "    SELECT *,\n",
    "           ROW_NUMBER() OVER (PARTITION BY unique_id_l ORDER BY match_weight DESC) as rank\n",
    "    FROM {df_predictions.physical_name}\n",
    "),\n",
    "best_match as (\n",
    "    select * from ranked_matches\n",
    "    where rank = 1\n",
    "    order by match_weight desc\n",
    "),\n",
    "matched_stockport_ids as (\n",
    "    select distinct unique_id_l\n",
    "    from best_match\n",
    ")\n",
    "select * from best_match\n",
    "\n",
    "order by match_probability desc\n",
    "\"\"\"\n",
    "\n",
    "ranked_matches = con.sql(sql)\n",
    "ranked_matches.show(max_rows=10, max_width=400)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌────────────────────┬──────────────────┬─────────────┬─────────────────────────────────────────────────┬────────────┬────────────────────────┬────────────────────────────────┬───────────────────────┐\n",
      "│ match_probability  │ source_dataset_l │ unique_id_l │             name_tokens_with_freq_l             │ postcode_l │ first_num_in_address_l │         company_name_l         │    rarest_tokens_l    │\n",
      "│       double       │     varchar      │    int64    │     struct(token varchar, rel_freq float)[]     │  varchar   │        varchar         │            varchar             │       varchar[]       │\n",
      "├────────────────────┼──────────────────┼─────────────┼─────────────────────────────────────────────────┼────────────┼────────────────────────┼────────────────────────────────┼───────────────────────┤\n",
      "│ 0.9998652868923441 │ stockport        │         872 │ [{'token': CLARITAS, 'rel_freq': 1.9255674e-0…  │ SK4 4DT    │ 10                     │ CLARITAS WEALTH MANAGMENT LTD  │ [CLARITAS, MANAGMENT] │\n",
      "│ 0.9998652868923441 │ z_all_companies  │      537567 │ [{'token': CLARITAS, 'rel_freq': 1.9255674e-0…  │ SK4 4DT    │ 10                     │ CLARITAS WEALTH MANAGEMENT LTD │ [CLARITAS, WEALTH]    │\n",
      "└────────────────────┴──────────────────┴─────────────┴─────────────────────────────────────────────────┴────────────┴────────────────────────┴────────────────────────────────┴───────────────────────┘\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "image/png": {
       "height": 558,
       "width": 809
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql = \"\"\"\n",
    "CREATE OR REPLACE TABLE comparison AS\n",
    "select * from ranked_matches\n",
    "where company_name_l != company_name_r\n",
    "order by random()\n",
    "limit 1\n",
    "\"\"\"\n",
    "duckdb.execute(sql)\n",
    "\n",
    "\n",
    "sql = \"\"\"\n",
    "SELECT match_probability, COLUMNS('^(t[^f_].*|b[^f_].*|[^tb].*_l)$') AS '\\\\1'\n",
    "FROM comparison\n",
    "UNION ALL\n",
    "SELECT match_probability, COLUMNS('^(t[^f_].*|b[^f_].*|[^tb].*_r)$') AS '\\\\1'\n",
    "FROM comparison;\n",
    "\"\"\"\n",
    "duckdb.sql(sql).show(max_rows=10, max_width=200)\n",
    "\n",
    "recs = duckdb.table(\"comparison\").df().to_dict(orient=\"records\")\n",
    "linker.visualisations.waterfall_chart(recs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌──────────────┬───────────────────┐\n",
      "│ match_weight │ match_probability │\n",
      "│    int32     │   decimal(2,1)    │\n",
      "├──────────────┼───────────────────┤\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│           ·  │                ·  │\n",
      "│           ·  │                ·  │\n",
      "│           ·  │                ·  │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "│          -10 │               0.0 │\n",
      "├──────────────┴───────────────────┤\n",
      "│ 1783 rows (10 shown)   2 columns │\n",
      "└──────────────────────────────────┘\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "image/png": {
       "height": 464,
       "width": 659
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "# Plot histogram of match weights\n",
    "\n",
    "# This list does not include any stockport records where no comparison pairs were made\n",
    "# because blocking rules did not find any potential matches\n",
    "\n",
    "# Add in unmatched records\n",
    "sql = \"\"\"\n",
    "WITH matched_stockport_ids as (\n",
    "    select distinct unique_id_l\n",
    "    from ranked_matches\n",
    ")\n",
    "select\n",
    "    -10 as match_weight,\n",
    "    0.0 as match_probability,\n",
    "from data_for_matching t\n",
    "where t.source_dataset = 'stockport'\n",
    "and t.unique_id not in (select unique_id_l from matched_stockport_ids)\n",
    "\"\"\"\n",
    "\n",
    "unmatched_records = duckdb.sql(sql)\n",
    "unmatched_records.show(max_rows=10, max_width=400)\n",
    "\n",
    "\n",
    "sql = \"\"\"\n",
    "select match_probability, match_weight from ranked_matches\n",
    "union all\n",
    "select match_probability, match_weight from unmatched_records\n",
    "order by match_probability desc\n",
    "\"\"\"\n",
    "\n",
    "all_records = con.sql(sql)\n",
    "\n",
    "# Create the histogram\n",
    "chart = (\n",
    "    alt.Chart(all_records.df())\n",
    "    .mark_bar()\n",
    "    .encode(\n",
    "        alt.X(\"match_weight:Q\", bin=alt.Bin(maxbins=50), title=\"Match Weight\"),\n",
    "        alt.Y(\"count():Q\", title=\"Count\"),\n",
    "    )\n",
    "    .properties(title=\"Distribution of Match Probabilities\", width=600, height=400)\n",
    ")\n",
    "\n",
    "# Save the chart\n",
    "chart\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extensions and final notes\n",
    "\n",
    "When running this against the full companies house data rather than the small subset here, the number of unmatched records (the bar on the left hand side of the histogram) reduces to about 890 records.\n",
    "\n",
    "There are a number of ways the accuracy of this example could be improved:\n",
    "\n",
    "- Additional data cleaning, e.g. dealing better with company names like A B C Engineering vs ABC engineering, or translating word aliases like LTD to LIMITED\n",
    "- A more sophisticated approach to tokenisation\n",
    "- Blocking could be improved in various ways, e.g. by blocking on address tokens, using more 'rare' tokens, using partial postcodes better and so on\n",
    "- Allowing fuzzy matching on tokens in the company name, not just full token matching\n"
   ]
  }
 ],
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